{"id":"W3121435431","doi":"10.7287/peerj.preprints.886v1","title":"What do programmers know about the energy consumption of software?","year":2015,"lang":"en","type":"article","venue":"","topic":"Green IT and Sustainability","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Polytechnique Montréal; University of Alberta","funders":"","keywords":"Computer science; Energy consumption; Software; Cloud computing; Popularity; Efficient energy use; Software engineering; Mobile device; Software development; Consumption (sociology); Software framework; Operating system; Software construction; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004181106,0.0003061564,0.0004083342,0.002215017,0.0008866185,0.003385356,0.0007945945,0.001773502,0.003219318],"category_scores_gemma":[0.05453324,0.0005311569,0.0003141341,0.002166792,0.001827899,0.007901503,0.001048225,0.002383646,0.001153508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007541684,"about_ca_system_score_gemma":0.001741011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002974851,"about_ca_topic_score_gemma":0.002605459,"domain_scores_codex":[0.9956183,0.001253469,0.0003117397,0.0004080209,0.001989155,0.0004192356],"domain_scores_gemma":[0.9338287,0.03976939,0.0107107,0.002367176,0.01023555,0.003088541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001682307,0.000423877,0.4597107,0.002356548,0.0001553268,0.0009910162,0.06626028,0.0009490738,0.002898126,0.007977028,0.02688726,0.4312226],"study_design_scores_gemma":[0.00003726666,0.0004820519,0.5230058,0.006935431,0.0002384954,0.00840419,0.1639658,0.002447919,0.003143271,0.02972765,0.2614211,0.0001908567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7994488,0.02654547,0.01746379,0.0717709,0.0004770192,0.00007109203,0.00079131,0.0002745473,0.08315706],"genre_scores_gemma":[0.9542882,0.02305474,0.00621846,0.01191421,0.0002251778,0.00005086154,0.000437051,0.0001128382,0.003698453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004181106,"threshold_uncertainty_score":0.02211207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801018787635639,"score_gpt":0.23982449505399,"score_spread":0.2218143071776336,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}